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撒哈拉以南非洲人群中心血管代谢特征的遗传风险评分。

Genetic risk scores for cardiometabolic traits in sub-Saharan African populations.

机构信息

Center for Research on Genomics and Global Health, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA.

出版信息

Int J Epidemiol. 2021 Aug 30;50(4):1283-1296. doi: 10.1093/ije/dyab046.

Abstract

BACKGROUND

There is growing support for the use of genetic risk scores (GRS) in routine clinical settings. Due to the limited diversity of current genomic discovery samples, there are concerns that the predictive power of GRS will be limited in non-European ancestry populations. GRS for cardiometabolic traits were evaluated in sub-Saharan Africans in comparison with African Americans and European Americans.

METHODS

We evaluated the predictive utility of GRS for 12 cardiometabolic traits in sub-Saharan Africans (AF; n = 5200), African Americans (AA; n = 9139) and European Americans (EUR; n = 9594). GRS were constructed as weighted sums of the number of risk alleles. Predictive utility was assessed using the additional phenotypic variance explained and the increase in discriminatory ability over traditional risk factors [age, sex and body mass index (BMI)], with adjustment for ancestry-derived principal components.

RESULTS

Across all traits, GRS showed up to a 5-fold and 20-fold greater predictive utility in EUR relative to AA and AF, respectively. Predictive utility was most consistent for lipid traits, with percentage increase in explained variation attributable to GRS ranging from 10.6% to 127.1% among EUR, 26.6% to 65.8% among AA and 2.4% to 37.5% among AF. These differences were recapitulated in the discriminatory power, whereby the predictive utility of GRS was 4-fold greater in EUR relative to AA and up to 44-fold greater in EUR relative to AF. Obesity and blood pressure traits showed a similar pattern of greater predictive utility among EUR.

CONCLUSIONS

This work demonstrates the poorer performance of GRS in AF and highlights the need to improve representation of multiple ethnic populations in genomic studies to ensure equitable clinical translation of GRS.

摘要

背景

越来越多的人支持在常规临床环境中使用遗传风险评分(GRS)。由于目前基因组发现样本的多样性有限,人们担心 GRS 的预测能力将在非欧洲血统人群中受到限制。本研究比较了撒哈拉以南非洲人、非裔美国人和欧洲裔美国人的心血管代谢特征的 GRS。

方法

我们评估了 GRS 对撒哈拉以南非洲人(AF;n=5200)、非裔美国人(AA;n=9139)和欧洲裔美国人(EUR;n=9594)的 12 种心血管代谢特征的预测效用。GRS 构建为风险等位基因数量的加权和。通过评估传统危险因素(年龄、性别和体重指数(BMI))之外可解释的表型方差和判别能力的提高来评估预测效用,同时调整了由祖先衍生的主成分。

结果

在所有特征中,GRS 在 EUR 中相对于 AA 和 AF 分别具有高达 5 倍和 20 倍的更高预测效用。在血脂特征中,预测效用最为一致,GRS 解释的变异百分比增加范围从 EUR 中的 10.6%到 127.1%,AA 中的 26.6%到 65.8%,AF 中的 2.4%到 37.5%。这些差异在判别能力中得到了重现,GRS 在 EUR 中的预测效用是 AA 的 4 倍,是 AF 的 44 倍。肥胖和血压特征在 EUR 中也表现出类似的更高预测效用模式。

结论

这项工作表明 GRS 在 AF 中的表现较差,并强调需要在基因组研究中增加多种族人群的代表性,以确保 GRS 的公平临床转化。

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